{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _*BeH2 plots of various orbital reduction results*_\n",
    "\n",
    "We have notebooks showing LiH, where we often remove (discard) two unoccupied orbitals, in addition to freezing the core. While freezing of the core electrons can always be done, discarding unoccupied orbitals should be done with great care.\n",
    "\n",
    "This notebook demonstrates this for Beryllium Dihydride (BeH2) where we show the effect of removing different unoccupied orbitals. We use Qiskit Nature to plot graphs of the ground state energy of the Beryllium Dihydride (BeH2) molecule over a range of inter-atomic distances using NumPyMinimumEigensolver. Freeze core reduction is true and different virtual orbital removals are tried as a comparison.\n",
    "\n",
    "This notebook has been written to use the PYSCF chemistry driver."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pylab\n",
    "\n",
    "from qiskit_nature.second_q.drivers import PySCFDriver\n",
    "from qiskit_nature.second_q.transformers import FreezeCoreTransformer\n",
    "from qiskit_nature.second_q.formats import MoleculeInfo\n",
    "from qiskit_nature.second_q.mappers import ParityMapper\n",
    "from qiskit_nature.second_q.algorithms import GroundStateEigensolver\n",
    "\n",
    "from qiskit_algorithms import NumPyMinimumEigensolver\n",
    "\n",
    "from qiskit.primitives import Estimator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing step 14"
     ]
    }
   ],
   "source": [
    "# 11 minutes to run this cell (for me)\n",
    "reductions = [[], [-2, -1], [-3, -2], [-4, -3], [-1], [-2], [-3], [-4]]\n",
    "\n",
    "pts  = [x * 0.1  for x in range(8, 20)]\n",
    "pts += [x * 0.25 for x in range(8, 11)]\n",
    "\n",
    "energies = np.empty([len(reductions), len(pts)])\n",
    "distances = np.empty(len(pts))\n",
    "\n",
    "estimator = Estimator()\n",
    "\n",
    "print('Processing step __', end='')\n",
    "for i, d in enumerate(pts):\n",
    "    print('\\b\\b{:2d}'.format(i), end='', flush=True)\n",
    "    for j in range(len(reductions)):\n",
    "        info = MoleculeInfo([\"H\", \"Be\", \"H\"], [(0.0, 0.0, -d), (0.0, 0.0, 0.0), (0.0, 0.0, d)])\n",
    "        driver = PySCFDriver.from_molecule(info, basis=\"sto3g\")\n",
    "        molecule = driver.run()\n",
    "\n",
    "        transformer = FreezeCoreTransformer(remove_orbitals=reductions[j])\n",
    "        molecule = transformer.transform(molecule)\n",
    "        mapper = ParityMapper(num_particles=molecule.num_particles)\n",
    "        tapered_mapper = molecule.get_tapered_mapper(mapper)\n",
    "        \n",
    "        algo = NumPyMinimumEigensolver()\n",
    "        algo.filter_criterion = molecule.get_default_filter_criterion()\n",
    "        solver = GroundStateEigensolver(mapper, algo)\n",
    "        result = solver.solve(molecule)\n",
    "\n",
    "        energies[j][i] = result.total_energies[0]\n",
    "    distances[i] = d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we plot the ground state energy against interatomic distance for the set of reductions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_5914/862539283.py:3: MatplotlibDeprecationWarning: Passing label as a length 0 sequence when plotting a single dataset is deprecated in Matplotlib 3.9 and will error in 3.11.  To keep the current behavior, cast the sequence to string before passing.\n",
      "  pylab.plot(distances, energies[j], label=reductions[j])\n",
      "/tmp/ipykernel_5914/862539283.py:3: MatplotlibDeprecationWarning: Passing label as a length 2 sequence when plotting a single dataset is deprecated in Matplotlib 3.9 and will error in 3.11.  To keep the current behavior, cast the sequence to string before passing.\n",
      "  pylab.plot(distances, energies[j], label=reductions[j])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f37ea8b32b0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pylab.rcParams['figure.figsize'] = (12, 8)\n",
    "for j in range(len(reductions)):\n",
    "    pylab.plot(distances, energies[j], label=reductions[j])\n",
    "pylab.xlabel('Interatomic distance (A)')\n",
    "pylab.ylabel('Energy (Ha)')\n",
    "pylab.title('BeH2 Ground State Energy')\n",
    "pylab.legend(loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now the difference in energy, compared to no reduction, is plotted so it is easier to see the effect. First in one larger plot so its easier to compare, and then in individual plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_5914/1611209995.py:3: MatplotlibDeprecationWarning: Passing label as a length 0 sequence when plotting a single dataset is deprecated in Matplotlib 3.9 and will error in 3.11.  To keep the current behavior, cast the sequence to string before passing.\n",
      "  pylab.plot(distances, np.subtract(energies[j], energies[0]), label=reductions[j])\n",
      "/tmp/ipykernel_5914/1611209995.py:3: MatplotlibDeprecationWarning: Passing label as a length 2 sequence when plotting a single dataset is deprecated in Matplotlib 3.9 and will error in 3.11.  To keep the current behavior, cast the sequence to string before passing.\n",
      "  pylab.plot(distances, np.subtract(energies[j], energies[0]), label=reductions[j])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f37e0772da0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pylab.rcParams['figure.figsize'] = (12, 8)\n",
    "for j in range(len(reductions)):\n",
    "    pylab.plot(distances, np.subtract(energies[j], energies[0]), label=reductions[j])\n",
    "pylab.xlabel('Interatomic distance (A)')\n",
    "pylab.ylabel('Energy (Ha)')\n",
    "pylab.title('Energy difference compared to no reduction []')\n",
    "pylab.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Frozen core\n",
    "\n",
    "At the start it was stated that freeze core could always be done. Here we do the computation without freezing the core, with no virtual orbitals removed, so we can compare to the same above where frozen core was used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14"
     ]
    }
   ],
   "source": [
    "# minutes to run this cell (for me)\n",
    "e_nofreeze = np.empty(len(pts))\n",
    "for i, d in enumerate(pts):\n",
    "    print('\\b\\b{:2d}'.format(i), end='', flush=True)\n",
    "\n",
    "    info = MoleculeInfo([\"H\", \"Be\", \"H\"], [(0.0, 0.0, -d), (0.0, 0.0, 0.0), (0.0, 0.0, d)])\n",
    "    driver = PySCFDriver.from_molecule(info, basis=\"sto3g\")\n",
    "    molecule = driver.run()\n",
    "    mapper = ParityMapper(num_particles=molecule.num_particles)\n",
    "    tapered_mapper = molecule.get_tapered_mapper(mapper)\n",
    "        \n",
    "    algo = NumPyMinimumEigensolver()\n",
    "    algo.filter_criterion = molecule.get_default_filter_criterion()\n",
    "    solver = GroundStateEigensolver(mapper, algo)\n",
    "    result = solver.solve(molecule)\n",
    "\n",
    "    e_nofreeze[i] = result.total_energies[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot the energy with and without frozen core; the one line covers the other as they are almost identical. Plotting the energy difference we can see how small the delta is between freezing the core or not."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pylab.rcParams['figure.figsize'] = (8, 6)\n",
    "pylab.plot(distances, energies[0], label='Freeze Core: True')\n",
    "pylab.plot(distances, e_nofreeze, label='Freeze Core: False')\n",
    "pylab.xlabel('Interatomic distance (A)')\n",
    "pylab.ylabel('Energy (Ha)')\n",
    "pylab.title('Energy comparison, no reduction [], freeze core true/false')\n",
    "pylab.legend(loc='upper right')\n",
    "pylab.show()\n",
    "pylab.title('Energy difference of freeze core True from False')\n",
    "pylab.plot(distances, np.subtract(energies[0], e_nofreeze), label='Freeze Core: False')\n",
    "pylab.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bond distance (freeze_core=True): 1.30 A, energy: -15.595 Ha\n",
      "Bond distance (no freeze_core): 1.30 A, energy: -15.595 Ha\n"
     ]
    }
   ],
   "source": [
    "print(f\"\"\"Bond distance (freeze_core=True): {distances[np.argmin(energies[0])]:.2f} A, energy: {min(energies[0]):.3f} Ha\n",
    "Bond distance (no freeze_core): {distances[np.argmin(e_nofreeze)]:.2f} A, energy: {min(e_nofreeze):.3f} Ha\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "qiskit==1.1.0\n",
      "qiskit-aer==0.14.2\n",
      "qiskit-algorithms==0.3.0\n",
      "qiskit-ibm-runtime==0.25.0\n",
      "qiskit-machine-learning==0.7.2\n",
      "qiskit-nature==0.7.2\n",
      "qiskit-nature-pyscf==0.4.0\n",
      "qiskit-qasm3-import==0.5.0\n",
      "qiskit-transpiler-service==0.4.5\n"
     ]
    }
   ],
   "source": [
    "! pip freeze | grep qiskit"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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